{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "import akshare as ak"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 获取上证指数的实时数据\n",
    "# symbol 参数是股票代码，沪指代码为 \"sh000001\"\n",
    "stock_zh_index_daily_df = ak.stock_zh_index_daily(symbol=\"sh000001\")\n",
    "\n",
    "# 打印数据\n",
    "print(stock_zh_index_daily_df)\n",
    "\n",
    "# 如果需要，可以对数据进行进一步处理，例如筛选特定列\n",
    "# 例如，只保留日期和收盘价\n",
    "filtered_data = stock_zh_index_daily_df[[\"date\", \"close\"]]\n",
    "print(filtered_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "help(plt.plot)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "plt.plot(np.array(filtered_data[\"close\"]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "font_list=sorted([f.name for f in matplotlib.font_manager.fontManager.ttflist])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['.Aqua Kana',\n",
       " '.Keyboard',\n",
       " '.New York',\n",
       " '.New York',\n",
       " '.SF Arabic',\n",
       " '.SF Compact',\n",
       " '.SF Compact',\n",
       " '.SF Compact Rounded',\n",
       " '.SF NS Mono',\n",
       " '.SF NS Mono',\n",
       " '.SF NS Rounded',\n",
       " 'Academy Engraved LET',\n",
       " 'Al Bayan',\n",
       " 'Al Nile',\n",
       " 'Al Tarikh',\n",
       " 'American Typewriter',\n",
       " 'Andale Mono',\n",
       " 'Apple Braille',\n",
       " 'Apple Braille',\n",
       " 'Apple Braille',\n",
       " 'Apple Braille',\n",
       " 'Apple Braille',\n",
       " 'Apple Chancery',\n",
       " 'Apple SD Gothic Neo',\n",
       " 'Apple Symbols',\n",
       " 'AppleGothic',\n",
       " 'AppleMyungjo',\n",
       " 'Arial',\n",
       " 'Arial',\n",
       " 'Arial',\n",
       " 'Arial',\n",
       " 'Arial Black',\n",
       " 'Arial Hebrew',\n",
       " 'Arial Narrow',\n",
       " 'Arial Narrow',\n",
       " 'Arial Narrow',\n",
       " 'Arial Narrow',\n",
       " 'Arial Rounded MT Bold',\n",
       " 'Arial Unicode MS',\n",
       " 'Arial Unicode MS',\n",
       " 'Athelas',\n",
       " 'Avenir',\n",
       " 'Avenir Next',\n",
       " 'Avenir Next Condensed',\n",
       " 'Ayuthaya',\n",
       " 'Baghdad',\n",
       " 'Bangla MN',\n",
       " 'Bangla Sangam MN',\n",
       " 'Baskerville',\n",
       " 'Beirut',\n",
       " 'Big Caslon',\n",
       " 'Bodoni 72',\n",
       " 'Bodoni 72 Oldstyle',\n",
       " 'Bodoni 72 Smallcaps',\n",
       " 'Bodoni Ornaments',\n",
       " 'Bradley Hand',\n",
       " 'Brush Script MT',\n",
       " 'Chalkboard',\n",
       " 'Chalkboard SE',\n",
       " 'Chalkduster',\n",
       " 'Charter',\n",
       " 'Cochin',\n",
       " 'Comic Sans MS',\n",
       " 'Comic Sans MS',\n",
       " 'Copperplate',\n",
       " 'Corsiva Hebrew',\n",
       " 'Courier',\n",
       " 'Courier New',\n",
       " 'Courier New',\n",
       " 'Courier New',\n",
       " 'Courier New',\n",
       " 'DIN Alternate',\n",
       " 'DIN Condensed',\n",
       " 'Damascus',\n",
       " 'DecoType Naskh',\n",
       " 'DejaVu Sans',\n",
       " 'DejaVu Sans',\n",
       " 'DejaVu Sans',\n",
       " 'DejaVu Sans',\n",
       " 'DejaVu Sans Display',\n",
       " 'DejaVu Sans Mono',\n",
       " 'DejaVu Sans Mono',\n",
       " 'DejaVu Sans Mono',\n",
       " 'DejaVu Sans Mono',\n",
       " 'DejaVu Serif',\n",
       " 'DejaVu Serif',\n",
       " 'DejaVu Serif',\n",
       " 'DejaVu Serif',\n",
       " 'DejaVu Serif Display',\n",
       " 'Devanagari MT',\n",
       " 'Devanagari Sangam MN',\n",
       " 'Didot',\n",
       " 'Diwan Kufi',\n",
       " 'Diwan Thuluth',\n",
       " 'Euphemia UCAS',\n",
       " 'Farah',\n",
       " 'Farisi',\n",
       " 'Futura',\n",
       " 'Galvji',\n",
       " 'Geeza Pro',\n",
       " 'Geneva',\n",
       " 'Georgia',\n",
       " 'Georgia',\n",
       " 'Georgia',\n",
       " 'Georgia',\n",
       " 'Gill Sans',\n",
       " 'Gujarati MT',\n",
       " 'Gujarati Sangam MN',\n",
       " 'Gurmukhi MN',\n",
       " 'Gurmukhi MT',\n",
       " 'Gurmukhi Sangam MN',\n",
       " 'Heiti TC',\n",
       " 'Heiti TC',\n",
       " 'Helvetica',\n",
       " 'Helvetica Neue',\n",
       " 'Herculanum',\n",
       " 'Hiragino Maru Gothic Pro',\n",
       " 'Hiragino Mincho ProN',\n",
       " 'Hiragino Sans',\n",
       " 'Hiragino Sans',\n",
       " 'Hiragino Sans',\n",
       " 'Hiragino Sans',\n",
       " 'Hiragino Sans',\n",
       " 'Hiragino Sans',\n",
       " 'Hiragino Sans',\n",
       " 'Hiragino Sans',\n",
       " 'Hiragino Sans',\n",
       " 'Hiragino Sans',\n",
       " 'Hiragino Sans GB',\n",
       " 'Hoefler Text',\n",
       " 'Hoefler Text',\n",
       " 'ITF Devanagari',\n",
       " 'Impact',\n",
       " 'InaiMathi',\n",
       " 'Iowan Old Style',\n",
       " 'Kailasa',\n",
       " 'Kannada MN',\n",
       " 'Kannada Sangam MN',\n",
       " 'Kefa',\n",
       " 'Khmer MN',\n",
       " 'Khmer Sangam MN',\n",
       " 'Kohinoor Bangla',\n",
       " 'Kohinoor Devanagari',\n",
       " 'Kohinoor Gujarati',\n",
       " 'Kohinoor Telugu',\n",
       " 'Kokonor',\n",
       " 'Krungthep',\n",
       " 'KufiStandardGK',\n",
       " 'Lao MN',\n",
       " 'Lao Sangam MN',\n",
       " 'Lucida Grande',\n",
       " 'Luminari',\n",
       " 'Malayalam MN',\n",
       " 'Malayalam Sangam MN',\n",
       " 'Marion',\n",
       " 'Marker Felt',\n",
       " 'Menlo',\n",
       " 'Microsoft Sans Serif',\n",
       " 'Mishafi',\n",
       " 'Mishafi Gold',\n",
       " 'Monaco',\n",
       " 'Mshtakan',\n",
       " 'Mukta Mahee',\n",
       " 'Muna',\n",
       " 'Myanmar MN',\n",
       " 'Myanmar Sangam MN',\n",
       " 'Nadeem',\n",
       " 'New Peninim MT',\n",
       " 'Noteworthy',\n",
       " 'Noto Nastaliq Urdu',\n",
       " 'Noto Sans Adlam',\n",
       " 'Noto Sans Armenian',\n",
       " 'Noto Sans Avestan',\n",
       " 'Noto Sans Bamum',\n",
       " 'Noto Sans Bassa Vah',\n",
       " 'Noto Sans Batak',\n",
       " 'Noto Sans Bhaiksuki',\n",
       " 'Noto Sans Brahmi',\n",
       " 'Noto Sans Buginese',\n",
       " 'Noto Sans Buhid',\n",
       " 'Noto Sans Carian',\n",
       " 'Noto Sans Caucasian Albanian',\n",
       " 'Noto Sans Chakma',\n",
       " 'Noto Sans Cham',\n",
       " 'Noto Sans Coptic',\n",
       " 'Noto Sans Cuneiform',\n",
       " 'Noto Sans Cypriot',\n",
       " 'Noto Sans Duployan',\n",
       " 'Noto Sans Egyptian Hieroglyphs',\n",
       " 'Noto Sans Elbasan',\n",
       " 'Noto Sans Glagolitic',\n",
       " 'Noto Sans Gothic',\n",
       " 'Noto Sans Gunjala Gondi',\n",
       " 'Noto Sans Hanifi Rohingya',\n",
       " 'Noto Sans Hanunoo',\n",
       " 'Noto Sans Hatran',\n",
       " 'Noto Sans Imperial Aramaic',\n",
       " 'Noto Sans Inscriptional Pahlavi',\n",
       " 'Noto Sans Inscriptional Parthian',\n",
       " 'Noto Sans Javanese',\n",
       " 'Noto Sans Kaithi',\n",
       " 'Noto Sans Kannada',\n",
       " 'Noto Sans Kayah Li',\n",
       " 'Noto Sans Kharoshthi',\n",
       " 'Noto Sans Khojki',\n",
       " 'Noto Sans Khudawadi',\n",
       " 'Noto Sans Lepcha',\n",
       " 'Noto Sans Limbu',\n",
       " 'Noto Sans Linear A',\n",
       " 'Noto Sans Linear B',\n",
       " 'Noto Sans Lisu',\n",
       " 'Noto Sans Lycian',\n",
       " 'Noto Sans Lydian',\n",
       " 'Noto Sans Mahajani',\n",
       " 'Noto Sans Mandaic',\n",
       " 'Noto Sans Manichaean',\n",
       " 'Noto Sans Marchen',\n",
       " 'Noto Sans Masaram Gondi',\n",
       " 'Noto Sans Meetei Mayek',\n",
       " 'Noto Sans Mende Kikakui',\n",
       " 'Noto Sans Meroitic',\n",
       " 'Noto Sans Miao',\n",
       " 'Noto Sans Modi',\n",
       " 'Noto Sans Mongolian',\n",
       " 'Noto Sans Mro',\n",
       " 'Noto Sans Multani',\n",
       " 'Noto Sans Myanmar',\n",
       " 'Noto Sans NKo',\n",
       " 'Noto Sans Nabataean',\n",
       " 'Noto Sans New Tai Lue',\n",
       " 'Noto Sans Newa',\n",
       " 'Noto Sans Ol Chiki',\n",
       " 'Noto Sans Old Hungarian',\n",
       " 'Noto Sans Old Italic',\n",
       " 'Noto Sans Old North Arabian',\n",
       " 'Noto Sans Old Permic',\n",
       " 'Noto Sans Old Persian',\n",
       " 'Noto Sans Old South Arabian',\n",
       " 'Noto Sans Old Turkic',\n",
       " 'Noto Sans Oriya',\n",
       " 'Noto Sans Osage',\n",
       " 'Noto Sans Osmanya',\n",
       " 'Noto Sans Pahawh Hmong',\n",
       " 'Noto Sans Palmyrene',\n",
       " 'Noto Sans Pau Cin Hau',\n",
       " 'Noto Sans PhagsPa',\n",
       " 'Noto Sans Phoenician',\n",
       " 'Noto Sans Psalter Pahlavi',\n",
       " 'Noto Sans Rejang',\n",
       " 'Noto Sans Samaritan',\n",
       " 'Noto Sans Saurashtra',\n",
       " 'Noto Sans Sharada',\n",
       " 'Noto Sans Siddham',\n",
       " 'Noto Sans Sora Sompeng',\n",
       " 'Noto Sans Sundanese',\n",
       " 'Noto Sans Syloti Nagri',\n",
       " 'Noto Sans Syriac',\n",
       " 'Noto Sans Tagalog',\n",
       " 'Noto Sans Tagbanwa',\n",
       " 'Noto Sans Tai Le',\n",
       " 'Noto Sans Tai Tham',\n",
       " 'Noto Sans Tai Viet',\n",
       " 'Noto Sans Takri',\n",
       " 'Noto Sans Thaana',\n",
       " 'Noto Sans Tifinagh',\n",
       " 'Noto Sans Tirhuta',\n",
       " 'Noto Sans Ugaritic',\n",
       " 'Noto Sans Vai',\n",
       " 'Noto Sans Wancho',\n",
       " 'Noto Sans Warang Citi',\n",
       " 'Noto Sans Yi',\n",
       " 'Noto Serif Ahom',\n",
       " 'Noto Serif Balinese',\n",
       " 'Noto Serif Myanmar',\n",
       " 'Noto Serif Yezidi',\n",
       " 'Optima',\n",
       " 'Oriya MN',\n",
       " 'Oriya Sangam MN',\n",
       " 'PT Mono',\n",
       " 'PT Sans',\n",
       " 'PT Serif',\n",
       " 'PT Serif Caption',\n",
       " 'Palatino',\n",
       " 'Papyrus',\n",
       " 'Party LET',\n",
       " 'Phosphate',\n",
       " 'PingFang HK',\n",
       " 'Plantagenet Cherokee',\n",
       " 'Raanana',\n",
       " 'Rockwell',\n",
       " 'STIXGeneral',\n",
       " 'STIXGeneral',\n",
       " 'STIXGeneral',\n",
       " 'STIXGeneral',\n",
       " 'STIXGeneral',\n",
       " 'STIXGeneral',\n",
       " 'STIXGeneral',\n",
       " 'STIXGeneral',\n",
       " 'STIXIntegralsD',\n",
       " 'STIXIntegralsD',\n",
       " 'STIXIntegralsSm',\n",
       " 'STIXIntegralsSm',\n",
       " 'STIXIntegralsUp',\n",
       " 'STIXIntegralsUp',\n",
       " 'STIXIntegralsUpD',\n",
       " 'STIXIntegralsUpD',\n",
       " 'STIXIntegralsUpSm',\n",
       " 'STIXIntegralsUpSm',\n",
       " 'STIXNonUnicode',\n",
       " 'STIXNonUnicode',\n",
       " 'STIXNonUnicode',\n",
       " 'STIXNonUnicode',\n",
       " 'STIXNonUnicode',\n",
       " 'STIXNonUnicode',\n",
       " 'STIXNonUnicode',\n",
       " 'STIXNonUnicode',\n",
       " 'STIXSizeFiveSym',\n",
       " 'STIXSizeFiveSym',\n",
       " 'STIXSizeFourSym',\n",
       " 'STIXSizeFourSym',\n",
       " 'STIXSizeFourSym',\n",
       " 'STIXSizeFourSym',\n",
       " 'STIXSizeOneSym',\n",
       " 'STIXSizeOneSym',\n",
       " 'STIXSizeOneSym',\n",
       " 'STIXSizeOneSym',\n",
       " 'STIXSizeThreeSym',\n",
       " 'STIXSizeThreeSym',\n",
       " 'STIXSizeThreeSym',\n",
       " 'STIXSizeThreeSym',\n",
       " 'STIXSizeTwoSym',\n",
       " 'STIXSizeTwoSym',\n",
       " 'STIXSizeTwoSym',\n",
       " 'STIXSizeTwoSym',\n",
       " 'STIXVariants',\n",
       " 'STIXVariants',\n",
       " 'Sana',\n",
       " 'Sathu',\n",
       " 'Savoye LET',\n",
       " 'Seravek',\n",
       " 'Shree Devanagari 714',\n",
       " 'SignPainter',\n",
       " 'Silom',\n",
       " 'Sinhala MN',\n",
       " 'Sinhala Sangam MN',\n",
       " 'Skia',\n",
       " 'Snell Roundhand',\n",
       " 'Songti SC',\n",
       " 'Sukhumvit Set',\n",
       " 'Superclarendon',\n",
       " 'Symbol',\n",
       " 'System Font',\n",
       " 'System Font',\n",
       " 'Tahoma',\n",
       " 'Tahoma',\n",
       " 'Tamil MN',\n",
       " 'Tamil Sangam MN',\n",
       " 'Telugu MN',\n",
       " 'Telugu Sangam MN',\n",
       " 'Thonburi',\n",
       " 'Times',\n",
       " 'Times New Roman',\n",
       " 'Times New Roman',\n",
       " 'Times New Roman',\n",
       " 'Times New Roman',\n",
       " 'Trattatello',\n",
       " 'Trebuchet MS',\n",
       " 'Trebuchet MS',\n",
       " 'Trebuchet MS',\n",
       " 'Trebuchet MS',\n",
       " 'Verdana',\n",
       " 'Verdana',\n",
       " 'Verdana',\n",
       " 'Verdana',\n",
       " 'Waseem',\n",
       " 'Webdings',\n",
       " 'Wingdings',\n",
       " 'Wingdings 2',\n",
       " 'Wingdings 3',\n",
       " 'Zapf Dingbats',\n",
       " 'Zapfino',\n",
       " 'cmb10',\n",
       " 'cmex10',\n",
       " 'cmmi10',\n",
       " 'cmr10',\n",
       " 'cmss10',\n",
       " 'cmsy10',\n",
       " 'cmtt10']"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "font_list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "matplotlib.rcParams['font.family']='Heiti TC'\n",
    "matplotlib.rcParams['font.sans-serif'] = ['Heiti TC']\n",
    "matplotlib.rcParams['axes.unicode_minus'] = False  # 正确显示负号"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "# 假设 filtered_data 是一个包含日期和收盘指数的 DataFrame\n",
    "# 将日期设置为 x 轴，收盘指数设置为 y 轴\n",
    "\n",
    "plt.plot(np.array(filtered_data['date']), np.array(filtered_data['close']))  # 使用线图并带有圆点标记\n",
    "\n",
    "# 添加标题和轴标签\n",
    "plt.title(r'上证指数收盘指数')\n",
    "plt.xlabel(r'日期')\n",
    "plt.ylabel(r'收盘指数')\n",
    "\n",
    "# 旋转 x 轴的日期标签，以避免重叠\n",
    "plt.xticks(rotation=45)\n",
    "\n",
    "# 显示图形\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "stock",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
